Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
AccessForge is an accessibility-first, AI-powered interface that enables visually impaired developers to contribute to open-source projects — navigate repositories, manage issues, and control GitHub workflows using voice, text and intent. AccessForge AccessForge is an accessibility-first, AI-powered GitHub workspace that helps visually impaired developers and inclusive teams contribute to open-source projects. It combines a guided chat assistant, interactive UI components, and GitHub MCP tooling so users can navigate repos, triage issues, and open PRs without leaving the app. About the Project AccessForge removes barriers for visually impaired develop Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Freshness
Last checked 2/22/2026
Best For
Contract is available with explicit auth and schema references.
Not Ideal For
access-forge is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.
Evidence Sources Checked
editorial-content, capability-contract, runtime-metrics, public facts pack
AccessForge is an accessibility-first, AI-powered interface that enables visually impaired developers to contribute to open-source projects — navigate repositories, manage issues, and control GitHub workflows using voice, text and intent. AccessForge AccessForge is an accessibility-first, AI-powered GitHub workspace that helps visually impaired developers and inclusive teams contribute to open-source projects. It combines a guided chat assistant, interactive UI components, and GitHub MCP tooling so users can navigate repos, triage issues, and open PRs without leaving the app. About the Project AccessForge removes barriers for visually impaired develop
Public facts
6
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Azaddsync
Artifacts
0
Benchmarks
0
Last release
0.1.0
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/azadDsync/access-forge.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
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
Azaddsync
Protocol compatibility
MCP
Auth modes
mcp, api_key, oauth
Machine-readable schemas
OpenAPI or schema references published
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
bash
npm install
bash
cp example.env.local .env.local
plaintext
NEXT_PUBLIC_TAMBO_API_KEY=... NEXT_PUBLIC_CLIENT_URL=http://localhost:3000 NEXT_PUBLIC_API_URL=http://localhost:3000 BETTER_AUTH_URL=http://localhost:3000 BETTER_AUTH_SECRET=replace-with-a-secure-secret GITHUB_CLIENT_ID=your-github-client-id GITHUB_CLIENT_SECRET=your-github-client-secret DATABASE_URL=postgresql://...
bash
npx prisma generate --schema prisma/schema.prisma
bash
npm run dev
text
src/ app/ # Routes (chat, dashboard, auth, settings) components/ # UI + Tambo components lib/ # Auth, Prisma, Tambo config services/ # GitHub + analytics services generated/ # Prisma client output
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
AccessForge is an accessibility-first, AI-powered interface that enables visually impaired developers to contribute to open-source projects — navigate repositories, manage issues, and control GitHub workflows using voice, text and intent. AccessForge AccessForge is an accessibility-first, AI-powered GitHub workspace that helps visually impaired developers and inclusive teams contribute to open-source projects. It combines a guided chat assistant, interactive UI components, and GitHub MCP tooling so users can navigate repos, triage issues, and open PRs without leaving the app. About the Project AccessForge removes barriers for visually impaired develop
AccessForge is an accessibility-first, AI-powered GitHub workspace that helps visually impaired developers and inclusive teams contribute to open-source projects. It combines a guided chat assistant, interactive UI components, and GitHub MCP tooling so users can navigate repos, triage issues, and open PRs without leaving the app.
AccessForge removes barriers for visually impaired developers by providing a fully accessible interface for GitHub contributions. Instead of navigating complex web UIs, users describe their intent in natural language and the AI handles repository exploration, issue triage, branch creation, and PR submission—all with voice, text, and keyboard navigation. The system adapts its UI based on user accessibility profiles (blind, partially-blind, color-blind, non-blind) to ensure everyone can contribute effectively.
Built with Tambo AI as the core conversational layer, AccessForge demonstrates how generative UI and MCP (Model Context Protocol) integrations can create inclusive developer tools that reduce friction for underrepresented contributors while maintaining transparency and safety through explicit confirmation workflows.
Accessibility Layer (src/components/accessibility)
AI & Generative UI (src/lib/tambo.ts)
GitHub Integration (src/services/github-oauth-tools.ts)
listGitHubRepos – Browse user repositories with filtersgetGitHubRepo – Fetch repository details and metadatacreateGitHubRepo – Create new repositories with confirmationlistGitHubIssues – Query issues by label, state, or assigneegetGitHubIssue – Retrieve full issue details and commentsupdateGitHubIssue – Modify issue state, title, or bodyaddGitHubIssueComment – Post comments on issuesaddGitHubIssueLabels – Apply labels for organizationcreateGitHubPullRequest – Open PRs with title, body, and branch refscreateGitHubBranch – Create feature branches from basecreateGitHubFork – Fork repositories to user accountupsertGitHubFile – Create or update files with commitslistGitHubRepoTree – Explore repository file structuregetGitHubFileContent – Read file contents from repossearchGitHubCode – Search code across repositoriesDatabase & Auth (src/lib/auth.ts, src/lib/prisma.ts)
🔗 Live Demo: https://access-forge-three.vercel.app
Landing page with accessibility-first design and quick access to features
GitHub OAuth authentication flow with accessibility profile setup
GitHub repository analytics with live activity tracking and AI-powered insights
Real-time chart generation and interactive data visualization
Initial step of guided PR creation with accessibility checks
Confirming changes and reviewing PR details
Successful PR submission with confirmation
Forking workflow with MCP tool confirmation
Adding comments to pull requests through conversational interface
User preferences and accessibility profile configuration
Building AccessForge taught us:
npm install
cp example.env.local .env.local
NEXT_PUBLIC_TAMBO_API_KEY=...
NEXT_PUBLIC_CLIENT_URL=http://localhost:3000
NEXT_PUBLIC_API_URL=http://localhost:3000
BETTER_AUTH_URL=http://localhost:3000
BETTER_AUTH_SECRET=replace-with-a-secure-secret
GITHUB_CLIENT_ID=your-github-client-id
GITHUB_CLIENT_SECRET=your-github-client-secret
DATABASE_URL=postgresql://...
npx prisma generate --schema prisma/schema.prisma
npm run dev
Open http://localhost:3000
Create a GitHub OAuth App and set these URLs:
For production, replace with your deployed domain.
aria-live="polite" regionsaria-label for contextnpm run dev – run locallynpm run build – production buildnpm run start – serve buildnpm run lint – lintsrc/
app/ # Routes (chat, dashboard, auth, settings)
components/ # UI + Tambo components
lib/ # Auth, Prisma, Tambo config
services/ # GitHub + analytics services
generated/ # Prisma client output
Make sure all env vars above are set in Vercel. For GitHub OAuth in production:
Built with Tambo AI. Docs: https://docs.tambo.co
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key, oauth
Streaming
Yes
Data region
global
Protocol support
Requires: mcp, lang:typescript, streaming
Forbidden: none
Guardrails
Operational confidence: medium
curl -s "https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/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
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
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
80
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
74
Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Rank
72
An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key",
"oauth"
],
"requires": [
"mcp",
"lang:typescript",
"streaming"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": true,
"inputSchemaRef": "https://github.com/azadDsync/access-forge#input",
"outputSchemaRef": "https://github.com/azadDsync/access-forge#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:40.630Z",
"sourceUpdatedAt": "2026-02-24T19:46:40.630Z",
"freshnessSeconds": 4428389
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T01:53:09.805Z"
}
},
"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": "MCP",
"type": "protocol",
"support": "supported",
"confidenceSource": "contract",
"notes": "Confirmed by capability contract"
}
],
"flattenedTokens": "protocol:MCP|supported|contract"
}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": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:40.630Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key, oauth",
"href": "https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:40.630Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/azadDsync/access-forge#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:40.630Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Azaddsync",
"href": "https://github.com/azadDsync/access-forge",
"sourceUrl": "https://github.com/azadDsync/access-forge",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-azaddsync-access-forge/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 access-forge and adjacent AI workflows.