PulseGatePost-LLM software, agents & workflows market (since 2022)
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stubborn-mcp

pypi.org·Infrastructure

stubborn-mcp is an open-source MCP server that generates deterministic code context from SCIP symbol graphs for use in LLM-powered code tools. It enables precise code navigation and context extraction for developers building code intelligence solutions.

Open SourceMIT
CLISelf-hosted
S
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Overview

5 features

In the Frameworks & SDKs space, stubborn-mcp takes a focused approach. It focuses on providing deterministic code context for LLMs and code tools using SCIP symbol graphs. It is built as an open-source project for AI tool developers and code intelligence engineers. stubborn-mcp is open source under the MIT license. stubborn-mcp is available on the command line, and it can be self-hosted.

Behind stubborn-mcp is stubborn-ai, and the product first shipped in 2026. Development happens publicly on GitHub with 3 commits in the last 90 days. PulseGate's similarity index finds few close equivalents — stubborn-mcp occupies a relatively distinct niche. Key capabilities include MCP server, SCIP symbol graph parsing, and deterministic code context. It exposes integrations via an MCP server.

  • ✓MCP server
  • ✓SCIP symbol graph parsing
  • ✓Deterministic code context
  • ✓LLM integration
  • ✓Code navigation

Tags

mcp-serverscip-symbolscode-contextllm-integrationsymbol-graphs

AI capabilities

Code

Built with & integrations

Connectors
MCP
Runs on
CLISelf-hosted

Trust & compliance

LicenseMIT
Verified signals
✓ HTTPS✓ Open Source✓ Free tier✓ GitHub✓ Active maintenance

Recent events

Latest indexed changes and source events

  1. IndexedJul 3, 3:24 PM

    stubborn-mcp discovered by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about stubborn-mcp

What does stubborn-mcp do?
Stubborn-mcp focuses on providing deterministic code context for LLMs and code tools using SCIP symbol graphs. It is catalogued under Frameworks & SDKs on PulseGate.
Who is stubborn-mcp for?
stubborn-mcp is an open-source project built for AI tool developers and code intelligence engineers.
Is stubborn-mcp free?
Yes — stubborn-mcp is open source under the MIT license and free to use.
What platforms does stubborn-mcp run on?
stubborn-mcp runs on the command line. It can also be self-hosted.
Is stubborn-mcp still maintained?
PulseGate's automated liveness checks currently classify stubborn-mcp as active. The GitHub repository shows 3 commits in the last 90 days.
What are alternatives to stubborn-mcp?
Similar tools tracked by PulseGate include projectmind-mcp, contextl-mcp, and codebase-memory-mcp.projectmind-mcpcontextl-mcpcodebase-memory-mcp
Who makes stubborn-mcp?
stubborn-mcp is developed by stubborn-ai.
When did stubborn-mcp launch?
stubborn-mcp first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes (GitHub)
License
MIT
First seen
Jul 3, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
AI tool developers and code intelligence engineers
Model
Open source
Solves
Providing deterministic code context for LLMs and code tools using SCIP symbol graphs.

Developer

stubborn-ai
Solo developer
↗ GitHub

Open source

View on GitHub →
⭐ Stars
0
🍴 Forks
0
Open issues
0
Last commit
1w ago
Commits 90d
3
Contributors
1
Authorship
Solo
Default branch
main
Latest release
v0.1.0b1 · 1w ago

PulseGate index

Confidence
Low · 64
Indexed
Jul 3, 2026
Lifecycle
Alive
Activity
Active
First seen
Jul 2026
Last seen
1w ago
Freshness
Unknown
Identity audit (9)
Entity ID
cmr53461500krc867mcxy4ngu
Slug
stubborn-mcp-pypi-org
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 3, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 4, 2026
Canonical URL
https://pypi.org/project/stubborn-mcp

Similar apps

Other apps tracked under the same category.

  • projectmind-mcp
    pypi.org
  • contextl-mcp
    pypi.org
  • codebase-memory-mcp
    pypi.org
  • memanto-mcp
    pypi.org
  • parsimony-mcp
    parsimony.dev
  • codebase-agent-mcp
    pypi.org