Rank
70
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
How to compile bioinformatics C/C++ tools to WebAssembly using Emscripten, following the biowasm pattern. Use this skill whenever the user wants to: compile a bioinformatics tool to WASM, port a genomics tool to the browser, create a compile.sh script for a tool like SKESA/Mash/minimap2/samtools, build a WebAssembly version of any C or C++ scientific tool, or asks about running bioinformatics tools client-side without a server. Always use this skill when the user mentions biowasm, emscripten, wasm32, or compiling tools for browser-based genomics pipelines. --- name: biowasm-compile description: > How to compile bioinformatics C/C++ tools to WebAssembly using Emscripten, following the biowasm pattern. Use this skill whenever the user wants to: compile a bioinformatics tool to WASM, port a genomics tool to the browser, create a compile.sh script for a tool like SKESA/Mash/minimap2/samtools, build a WebAssembly version of any C or C++ scientific tool, or asks about runnin Capability contract not published. No trust telemetry is available yet. Last updated 2/24/2026.
Freshness
Last checked 2/24/2026
Best For
biowasm-compile is best for be, all workflows where OpenClaw compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB OPENCLEW, runtime-metrics, public facts pack
How to compile bioinformatics C/C++ tools to WebAssembly using Emscripten, following the biowasm pattern. Use this skill whenever the user wants to: compile a bioinformatics tool to WASM, port a genomics tool to the browser, create a compile.sh script for a tool like SKESA/Mash/minimap2/samtools, build a WebAssembly version of any C or C++ scientific tool, or asks about running bioinformatics tools client-side without a server. Always use this skill when the user mentions biowasm, emscripten, wasm32, or compiling tools for browser-based genomics pipelines. --- name: biowasm-compile description: > How to compile bioinformatics C/C++ tools to WebAssembly using Emscripten, following the biowasm pattern. Use this skill whenever the user wants to: compile a bioinformatics tool to WASM, port a genomics tool to the browser, create a compile.sh script for a tool like SKESA/Mash/minimap2/samtools, build a WebAssembly version of any C or C++ scientific tool, or asks about runnin
Public facts
4
Change events
1
Artifacts
0
Freshness
Feb 24, 2026
Capability contract not published. No trust telemetry is available yet. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Feb 24, 2026
Vendor
Happykhan
Artifacts
0
Benchmarks
0
Last release
Unpublished
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/happykhan/biowasm-compile-skill.gitSetup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Happykhan
Protocol compatibility
OpenClaw
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
Parameters
dockerfile
FROM emscripten/emsdk:3.1.50
RUN apt-get update && apt-get install -y \
cmake autoconf automake libtool \
zlib1g-dev libbz2-devbash
#!/bin/bash
# ============================================================
# Compile <TOOLNAME> to WebAssembly
# ============================================================
set -e
# --- Config ---
TOOL_VERSION="X.Y.Z"
TOOL_URL="https://github.com/org/tool/archive/refs/tags/vX.Y.Z.tar.gz"
# --- Download ---
wget -q "$TOOL_URL" -O tool.tar.gz
tar -xzf tool.tar.gz
cd tool-${TOOL_VERSION}
# --- Dependencies (if any) ---
# See references/dependencies.md for common dep compile patterns
# --- Compile ---
emcmake cmake . \
-DCMAKE_BUILD_TYPE=Release \
[tool-specific flags]
emmake make -j$(nproc)
# --- Link ---
em++ ${OBJECTS} \
-O3 \
-s WASM=1 \
-s ALLOW_MEMORY_GROWTH=1 \
-s MAXIMUM_MEMORY=4GB \
-s EXPORTED_FUNCTIONS="['_main']" \
-s EXPORTED_RUNTIME_METHODS="['callMain','FS']" \
-s ENVIRONMENT='web,worker' \
-o /out/tool.jstext
-s ALLOW_MEMORY_GROWTH=1 # Required for genomics tools — inputs are large -s MAXIMUM_MEMORY=4GB # Max for wasm32; use 16GB with MEMORY64 -s INITIAL_MEMORY=64MB # Starting heap; tune per tool
text
-s EXPORTED_FUNCTIONS="['_main']" -s EXPORTED_RUNTIME_METHODS="['callMain','FS','getValue','setValue']"
text
-s ENVIRONMENT='web,worker' # Browser only; drop 'node' for smaller build -s MODULARIZE=1 # Wraps output in a factory function (recommended) -s EXPORT_NAME='createTool' # Name of the factory function
text
-s USE_PTHREADS=1 # Enable if tool uses threads (requires COOP/COEP headers) -s PTHREAD_POOL_SIZE=4 # Pre-spawn N threads
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB OPENCLEW
Editorial quality
ready
How to compile bioinformatics C/C++ tools to WebAssembly using Emscripten, following the biowasm pattern. Use this skill whenever the user wants to: compile a bioinformatics tool to WASM, port a genomics tool to the browser, create a compile.sh script for a tool like SKESA/Mash/minimap2/samtools, build a WebAssembly version of any C or C++ scientific tool, or asks about running bioinformatics tools client-side without a server. Always use this skill when the user mentions biowasm, emscripten, wasm32, or compiling tools for browser-based genomics pipelines. --- name: biowasm-compile description: > How to compile bioinformatics C/C++ tools to WebAssembly using Emscripten, following the biowasm pattern. Use this skill whenever the user wants to: compile a bioinformatics tool to WASM, port a genomics tool to the browser, create a compile.sh script for a tool like SKESA/Mash/minimap2/samtools, build a WebAssembly version of any C or C++ scientific tool, or asks about runnin
A guide for compiling bioinformatics C/C++ tools to WebAssembly using Emscripten, following the patterns established by the biowasm project.
The biowasm project (github.com/biowasm/biowasm) has established a reliable
pattern for compiling genomics tools to WASM. Each tool gets a compile.sh
that:
emcc/em++.wasm + .js glueAll biowasm compilation happens inside a Docker container based on
emscripten/emsdk. This ensures reproducibility and avoids local emsdk
version conflicts.
FROM emscripten/emsdk:3.1.50
RUN apt-get update && apt-get install -y \
cmake autoconf automake libtool \
zlib1g-dev libbz2-dev
The key emscripten version used by biowasm is pinned — always check the biowasm repo for the current pinned version before starting.
Every biowasm tool follows this shell script pattern:
#!/bin/bash
# ============================================================
# Compile <TOOLNAME> to WebAssembly
# ============================================================
set -e
# --- Config ---
TOOL_VERSION="X.Y.Z"
TOOL_URL="https://github.com/org/tool/archive/refs/tags/vX.Y.Z.tar.gz"
# --- Download ---
wget -q "$TOOL_URL" -O tool.tar.gz
tar -xzf tool.tar.gz
cd tool-${TOOL_VERSION}
# --- Dependencies (if any) ---
# See references/dependencies.md for common dep compile patterns
# --- Compile ---
emcmake cmake . \
-DCMAKE_BUILD_TYPE=Release \
[tool-specific flags]
emmake make -j$(nproc)
# --- Link ---
em++ ${OBJECTS} \
-O3 \
-s WASM=1 \
-s ALLOW_MEMORY_GROWTH=1 \
-s MAXIMUM_MEMORY=4GB \
-s EXPORTED_FUNCTIONS="['_main']" \
-s EXPORTED_RUNTIME_METHODS="['callMain','FS']" \
-s ENVIRONMENT='web,worker' \
-o /out/tool.js
-s ALLOW_MEMORY_GROWTH=1 # Required for genomics tools — inputs are large
-s MAXIMUM_MEMORY=4GB # Max for wasm32; use 16GB with MEMORY64
-s INITIAL_MEMORY=64MB # Starting heap; tune per tool
-s EXPORTED_FUNCTIONS="['_main']"
-s EXPORTED_RUNTIME_METHODS="['callMain','FS','getValue','setValue']"
callMain lets JS invoke the tool as if running from CLI.
FS exposes the Emscripten virtual filesystem for reading/writing files.
-s ENVIRONMENT='web,worker' # Browser only; drop 'node' for smaller build
-s MODULARIZE=1 # Wraps output in a factory function (recommended)
-s EXPORT_NAME='createTool' # Name of the factory function
-s USE_PTHREADS=1 # Enable if tool uses threads (requires COOP/COEP headers)
-s PTHREAD_POOL_SIZE=4 # Pre-spawn N threads
⚠️ Threading requires server headers:
Cross-Origin-Opener-Policy: same-origin
Cross-Origin-Embedder-Policy: require-corp
-s USE_BOOST_HEADERS=1 # Boost header-only libs — no separate compile needed
-s USE_ZLIB=1 # zlib port built into emscripten
-s USE_BZIP2=1 # bzip2 port
For tools with a Makefile rather than CMake:
# Replace compiler in Makefile
emmake make -f Makefile.nongs \
CXX=em++ \
CC=emcc \
CXXFLAGS="-O3 -s USE_BOOST_HEADERS=1" \
LDFLAGS="-s WASM=1 -s ALLOW_MEMORY_GROWTH=1"
For SKESA specifically — use Makefile.nongs to skip the SRA/NGS dependency.
SKESA's threading can be disabled by patching --cores 1 as default, or
stripping the omp/parallel sections for a simpler build.
emcmake cmake .. \
-DCMAKE_BUILD_TYPE=Release \
-DCMAKE_CXX_FLAGS="-O3" \
-DBUILD_SHARED_LIBS=OFF
emmake make -j$(nproc)
Use wasm-pack instead of emscripten:
# In Cargo.toml ensure: [lib] crate-type = ["cdylib"]
wasm-pack build --target web --release -- -F wasm
For wasm32-unknown-unknown targets with no filesystem:
wasm_bindgen for the JS interfaceWASM tools use Emscripten's virtual filesystem (MEMFS by default).
Preloading files at build time (small reference files):
--preload-file reference.fa
Writing files from JS at runtime (user uploads):
const module = await createTool();
// Write input to virtual FS
module.FS.writeFile('/input.fastq', new Uint8Array(fileBuffer));
// Run tool
module.callMain(['--reads', '/input.fastq', '--output', '/out.fa']);
// Read output
const result = module.FS.readFile('/out.fa', { encoding: 'utf8' });
Streaming large files — for files >100MB, use WORKERFS or chunk the input rather than loading into MEMFS all at once.
A successful biowasm compile produces:
tool.js # Emscripten glue — load this in the browser
tool.wasm # The compiled binary — fetched automatically by tool.js
tool.data # Preloaded filesystem data (only if --preload-file used)
Host both tool.js and tool.wasm from the same directory. The JS file
contains a hardcoded relative path to the WASM file.
biowasm tools are designed to run via the Aioli library, which handles:
exec() calls from JSimport { Aioli } from "@biowasm/aioli";
const CLI = await new Aioli(["toolname/version"]);
await CLI.fs.writeFile("/input.fastq", fileContents);
const output = await CLI.exec("toolname --reads /input.fastq");
If integrating into a non-Aioli project (like GenomicX), you load the emscripten module directly — see the Filesystem section above.
Boost linking errors — check if you only need headers (-s USE_BOOST_HEADERS=1) vs compiled libs. Most bioinformatics Boost usage is header-only.
unknown argument linker errors — emscripten's wasm-ld doesn't support all gcc linker flags. Common culprits: -Bstatic, -Bdynamic, -rdynamic. Strip these from LDFLAGS.
__aarch64__ / architecture ifdefs — WASM is its own arch. Guard blocks with #ifndef __EMSCRIPTEN__ or patch the source.
Threading compile errors — if the tool uses <thread> or OpenMP without -s USE_PTHREADS=1, either add the flag or disable threading in source.
Binary too large — add -Os instead of -O3, and --closure 1 for JS minification. Strip unused exports.
Different bioinformatics tools have different compile quirks. Always check references/tool-specific.md before starting - it contains real-world patterns from 40+ tools in the biowasm project.
Simple tools (seqtk, etc.):
emcc tool.c -o tool.js -O2 $EM_FLAGS
Autoconf tools (samtools, bcftools, htslib):
autoheader && autoconf
emconfigure ./configure --with-htslib=path
emmake make CC=emcc AR=emar LDFLAGS="-s ERROR_ON_UNDEFINED_SYMBOLS=0"
SIMD-optimized (minimap2):
-msimd128) and non-SIMD (Makefile.simde) versionsTools with x86 assembly (bowtie2):
POPCNT_CAPABILITY=0, NO_TBB=1#ifdef __x86_64__ blocks in sourceTools bundling zlib (fastp):
-DDYNAMIC_ZLIB -s USE_ZLIB=1 to avoid function signature mismatches.gz filesTools needing async JS (bhtsne):
-s ASYNCIFY=1 -s ASYNCIFY_IMPORTS=["func1","func2"]See references/tool-specific.md for detailed patterns and debugging tips.
references/tool-specific.md - Tool-specific compile patterns (minimap2, samtools, bowtie2, fastp, etc.)references/dependencies.md - Compiling common deps (htslib, zlib, boost)references/skesa.md - SKESA-specific compile notesMachine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://xpersona.co/api/v1/agents/happykhan-biowasm-compile-skill/snapshot"
curl -s "https://xpersona.co/api/v1/agents/happykhan-biowasm-compile-skill/contract"
curl -s "https://xpersona.co/api/v1/agents/happykhan-biowasm-compile-skill/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Do not use if
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Rank
70
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents
Traction
No public download signal
Freshness
Updated 2d ago
Rank
70
AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs
Traction
No public download signal
Freshness
Updated 5d ago
Rank
70
Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!
Traction
No public download signal
Freshness
Updated 6d ago
Rank
70
The Frontend for Agents & Generative UI. React + Angular
Traction
No public download signal
Freshness
Updated 23d ago
Contract JSON
{
"contractStatus": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/happykhan-biowasm-compile-skill/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/happykhan-biowasm-compile-skill/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/happykhan-biowasm-compile-skill/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/happykhan-biowasm-compile-skill/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/happykhan-biowasm-compile-skill/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/happykhan-biowasm-compile-skill/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_OPENCLEW",
"generatedAt": "2026-04-16T23:44:12.482Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "OPENCLEW",
"type": "protocol",
"support": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
},
{
"key": "be",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "all",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:be|supported|profile capability:all|supported|profile"
}Facts JSON
[
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Happykhan",
"href": "https://github.com/happykhan/biowasm-compile-skill",
"sourceUrl": "https://github.com/happykhan/biowasm-compile-skill",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:57.048Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://xpersona.co/api/v1/agents/happykhan-biowasm-compile-skill/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/happykhan-biowasm-compile-skill/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:57.048Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/happykhan-biowasm-compile-skill/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/happykhan-biowasm-compile-skill/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]Sponsored
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