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
Automatically generate and add docstrings to all changed code in a git diff. Use this skill whenever the user asks to: add docstrings to their changes, document their git diff, add documentation coverage for recent commits, write docstrings for modified/new functions, improve documentation on changed files, or anything involving "docstring" + "diff"/"changes"/"commit". Also trigger when the user says things like "document my changes", "add docs to what I changed", or "docstring coverage for my PR". --- name: docstring-coverage description: > Automatically generate and add docstrings to all changed code in a git diff. Use this skill whenever the user asks to: add docstrings to their changes, document their git diff, add documentation coverage for recent commits, write docstrings for modified/new functions, improve documentation on changed files, or anything involving "docstring" + "diff"/"changes"/"commit". Also Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Freshness
Last checked 4/15/2026
Best For
docstring-coverage is best for the, be, python 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
Automatically generate and add docstrings to all changed code in a git diff. Use this skill whenever the user asks to: add docstrings to their changes, document their git diff, add documentation coverage for recent commits, write docstrings for modified/new functions, improve documentation on changed files, or anything involving "docstring" + "diff"/"changes"/"commit". Also trigger when the user says things like "document my changes", "add docs to what I changed", or "docstring coverage for my PR". --- name: docstring-coverage description: > Automatically generate and add docstrings to all changed code in a git diff. Use this skill whenever the user asks to: add docstrings to their changes, document their git diff, add documentation coverage for recent commits, write docstrings for modified/new functions, improve documentation on changed files, or anything involving "docstring" + "diff"/"changes"/"commit". Also
Public facts
4
Change events
1
Artifacts
0
Freshness
Apr 15, 2026
Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Apr 15, 2026
Vendor
Siddham Jain
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 4/15/2026.
Setup snapshot
git clone https://github.com/siddham-jain/docstring-coverage.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
Siddham Jain
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
2
Snippets
0
Languages
typescript
Parameters
bash
# Priority order — use the first that matches the user's intent: # 1. Changes in a PR branch vs main/master git diff main...HEAD # 2. All uncommitted changes (staged + unstaged) — DEFAULT git diff HEAD # 3. Only staged changes git diff --cached # 4. Last N commits git diff HEAD~N..HEAD # 5. Specific commit git diff <commit>^..<commit>
text
## Docstring Coverage Report **Scope**: `git diff HEAD` (uncommitted changes) **Files scanned**: 7 **Symbols found in diff**: 12 **Docstrings added**: 8 **Docstrings updated**: 2 **Already documented**: 2 ### Changes by file: - `src/auth/token.py` — added docstrings to `generate_token()`, `validate_token()`, `refresh_token()` - `src/api/handlers.py` — added docstring to `UserHandler` class, updated `handle_request()` - `src/utils/math.py` — added docstrings to `normalize()`, `clamp()`, `lerp()`
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB OPENCLEW
Editorial quality
ready
Automatically generate and add docstrings to all changed code in a git diff. Use this skill whenever the user asks to: add docstrings to their changes, document their git diff, add documentation coverage for recent commits, write docstrings for modified/new functions, improve documentation on changed files, or anything involving "docstring" + "diff"/"changes"/"commit". Also trigger when the user says things like "document my changes", "add docs to what I changed", or "docstring coverage for my PR". --- name: docstring-coverage description: > Automatically generate and add docstrings to all changed code in a git diff. Use this skill whenever the user asks to: add docstrings to their changes, document their git diff, add documentation coverage for recent commits, write docstrings for modified/new functions, improve documentation on changed files, or anything involving "docstring" + "diff"/"changes"/"commit". Also
Add comprehensive docstrings to all functions, methods, and classes that were added or modified in the current git diff. Supports Python, JavaScript/TypeScript, Java, Kotlin, Go, Rust, Ruby, C/C++/C#, Swift, PHP, Scala, Elixir, Lua, and Shell.
Determine what the user wants documented. Ask if unclear, otherwise default to staged + unstaged changes.
# Priority order — use the first that matches the user's intent:
# 1. Changes in a PR branch vs main/master
git diff main...HEAD
# 2. All uncommitted changes (staged + unstaged) — DEFAULT
git diff HEAD
# 3. Only staged changes
git diff --cached
# 4. Last N commits
git diff HEAD~N..HEAD
# 5. Specific commit
git diff <commit>^..<commit>
Store the chosen diff for the rest of the workflow.
Parse the diff to find all functions, methods, and classes that were added or modified. Focus on:
+ that define a function)Ignore: deleted code, import changes, variable assignments, comments-only changes.
Symbol Detection:
Refer to the language-specific files in languages/ for regex patterns to identify
symbols. See the Routing Table below to find the correct file.
For each changed symbol, read the full current file (not just the diff) to understand:
This context is critical for writing accurate docstrings.
For each symbol missing a docstring or having an outdated one, write a docstring following the project's existing conventions.
Convention Detection:
conventions.md: Check this file for detailed rules on convention auto-detection priorities and cross-language edge cases.languages/.Docstring quality rules:
Apply the docstrings directly to the source files. Use precise edits — do NOT rewrite entire files. For each symbol:
After applying all docstrings, output a summary:
## Docstring Coverage Report
**Scope**: `git diff HEAD` (uncommitted changes)
**Files scanned**: 7
**Symbols found in diff**: 12
**Docstrings added**: 8
**Docstrings updated**: 2
**Already documented**: 2
### Changes by file:
- `src/auth/token.py` — added docstrings to `generate_token()`, `validate_token()`, `refresh_token()`
- `src/api/handlers.py` — added docstring to `UserHandler` class, updated `handle_request()`
- `src/utils/math.py` — added docstrings to `normalize()`, `clamp()`, `lerp()`
_helper()): Still document, but can be brieferRouting Logic: Based on the language(s) detected in the project, refer to the corresponding file in the languages/ directory.
Map the file extension to the correct language definition file:
| Extension(s) | Language File |
| :--- | :--- |
| .py | languages/python.md |
| .js, .mjs, .cjs, .jsx | languages/javascript-typescript.md |
| .ts, .tsx, .mts | languages/javascript-typescript.md |
| .java, .kt, .kts | languages/java-kotlin.md |
| .go | languages/go.md |
| .rs | languages/rust.md |
| .rb | languages/ruby.md |
| .c, .h | languages/c-cpp-csharp.md |
| .cpp, .cc, .cxx, .hpp, .hxx | languages/c-cpp-csharp.md |
| .cs | languages/c-cpp-csharp.md |
| .swift | languages/swift.md |
| .php | languages/php.md |
| .scala, .sc | languages/elixir-scala-lua-shell.md |
| .ex, .exs | languages/elixir-scala-lua-shell.md |
| .lua | languages/elixir-scala-lua-shell.md |
| .sh, .bash, .zsh | languages/elixir-scala-lua-shell.md |
For cross-language rules (linting, generated code, encoding), see conventions.md.
Machine 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/siddham-jain-docstring-coverage-2/snapshot"
curl -s "https://xpersona.co/api/v1/agents/siddham-jain-docstring-coverage-2/contract"
curl -s "https://xpersona.co/api/v1/agents/siddham-jain-docstring-coverage-2/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/siddham-jain-docstring-coverage-2/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/siddham-jain-docstring-coverage-2/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/siddham-jain-docstring-coverage-2/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/siddham-jain-docstring-coverage-2/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/siddham-jain-docstring-coverage-2/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/siddham-jain-docstring-coverage-2/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_OPENCLEW",
"generatedAt": "2026-04-17T01:43:38.783Z"
}
},
"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": "the",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "be",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "python",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:the|supported|profile capability:be|supported|profile capability:python|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": "Siddham Jain",
"href": "https://github.com/siddham-jain/docstring-coverage",
"sourceUrl": "https://github.com/siddham-jain/docstring-coverage",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T01:15:02.288Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://xpersona.co/api/v1/agents/siddham-jain-docstring-coverage-2/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/siddham-jain-docstring-coverage-2/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-04-15T01:15:02.288Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/siddham-jain-docstring-coverage-2/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/siddham-jain-docstring-coverage-2/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
Ads related to docstring-coverage and adjacent AI workflows.